{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "大家好，我是K同学啊！\n",
    "\n",
    "今天的案例是世界名画的分类识别"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "🔥本文 GitHub [https://github.com/kzbkzb/Python-AI](https://github.com/kzbkzb/Python-AI) 已收录\n",
    "\n",
    "- 作者：[K同学啊](https://mp.weixin.qq.com/s/NES9RhtAhbX_jsmGua28dA)\n",
    "- 来自专栏：《深度学习100例》-Tensorflow2版本\n",
    "- 数据链接：https://pan.baidu.com/s/1cpERcwNmTd3oRYnpnOJ-WQ （提取码：2h5x）\n",
    "\n",
    "🚀我的环境：\n",
    "\n",
    "- 语言环境：Python3.6.5\n",
    "- 编译器：jupyter notebook\n",
    "- 深度学习环境：TensorFlow2.4.1\n",
    "- 显卡（GPU）：NVIDIA GeForce RTX 3080"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# 一、设置GPU"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "gpus = tf.config.list_physical_devices(\"GPU\")\n",
    "\n",
    "if gpus:\n",
    "    gpu0 = gpus[0] #如果有多个GPU，仅使用第0个GPU\n",
    "    tf.config.experimental.set_memory_growth(gpu0, True) #设置GPU显存用量按需使用\n",
    "    tf.config.set_visible_devices([gpu0],\"GPU\")\n",
    "    \n",
    "import matplotlib.pyplot as plt\n",
    "import os,PIL,pathlib\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import warnings\n",
    "from tensorflow import keras\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")#忽略警告信息\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# 二、导入数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 导入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "图片总数为： 3776\n"
     ]
    }
   ],
   "source": [
    "import pathlib\n",
    "\n",
    "data_dir = \"./27-data/\"\n",
    "data_dir = pathlib.Path(data_dir)\n",
    "image_count = len(list(data_dir.glob('*/*')))\n",
    "print(\"图片总数为：\",image_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size = 16\n",
    "img_height = 224\n",
    "img_width  = 224"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 3776 files belonging to 10 classes.\n",
      "Using 3021 files for training.\n"
     ]
    }
   ],
   "source": [
    "\"\"\"\n",
    "关于image_dataset_from_directory()的详细介绍可以参考文章：https://mtyjkh.blog.csdn.net/article/details/117018789\n",
    "\"\"\"\n",
    "train_ds = tf.keras.preprocessing.image_dataset_from_directory(\n",
    "    data_dir,\n",
    "    validation_split=0.2,\n",
    "    subset=\"training\",\n",
    "    seed=12,\n",
    "    image_size=(img_height, img_width),\n",
    "    batch_size=batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 3776 files belonging to 10 classes.\n",
      "Using 755 files for validation.\n"
     ]
    }
   ],
   "source": [
    "\"\"\"\n",
    "关于image_dataset_from_directory()的详细介绍可以参考文章：https://mtyjkh.blog.csdn.net/article/details/117018789\n",
    "\"\"\"\n",
    "val_ds = tf.keras.preprocessing.image_dataset_from_directory(\n",
    "    data_dir,\n",
    "    validation_split=0.2,\n",
    "    subset=\"validation\",\n",
    "    seed=12,\n",
    "    image_size=(img_height, img_width),\n",
    "    batch_size=batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Alfred_Sisley', 'Edgar_Degas', 'Francisco_Goya', 'Marc_Chagall', 'Pablo_Picasso', 'Paul_Gauguin', 'Peter_Paul_Rubens', 'Rembrandt', 'Titian', 'Vincent_van_Gogh']\n"
     ]
    }
   ],
   "source": [
    "class_names = train_ds.class_names\n",
    "print(class_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. 检查数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(16, 224, 224, 3)\n",
      "(16,)\n"
     ]
    }
   ],
   "source": [
    "for image_batch, labels_batch in train_ds:\n",
    "    print(image_batch.shape)\n",
    "    print(labels_batch.shape)\n",
    "    break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. 配置数据集"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **shuffle() ：** 打乱数据，关于此函数的详细介绍可以参考：https://zhuanlan.zhihu.com/p/42417456\n",
    "- **prefetch() ：** 预取数据，加速运行，其详细介绍可以参考我前两篇文章，里面都有讲解。\n",
    "- **cache() ：** 将数据集缓存到内存当中，加速运行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "AUTOTUNE = tf.data.AUTOTUNE\n",
    "\n",
    "def train_preprocessing(image,label):\n",
    "    return (image/255.0,label)\n",
    "\n",
    "train_ds = (\n",
    "    train_ds.cache()\n",
    "    .shuffle(2000)\n",
    "    .map(train_preprocessing)    # 这里可以设置预处理函数\n",
    "#     .batch(batch_size)           # 在image_dataset_from_directory处已经设置了batch_size\n",
    "    .prefetch(buffer_size=AUTOTUNE)\n",
    ")\n",
    "\n",
    "val_ds = (\n",
    "    val_ds.cache()\n",
    "    .shuffle(2000)\n",
    "    .map(train_preprocessing)    # 这里可以设置预处理函数\n",
    "#     .batch(batch_size)         # 在image_dataset_from_directory处已经设置了batch_size\n",
    "    .prefetch(buffer_size=AUTOTUNE)\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. 数据可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 15 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))  # 图形的宽为10高为5\n",
    "plt.suptitle(\"数据展示\")\n",
    "\n",
    "for images, labels in train_ds.take(1):\n",
    "    for i in range(15):\n",
    "        plt.subplot(4, 5, i + 1)\n",
    "        plt.xticks([])\n",
    "        plt.yticks([])\n",
    "        plt.grid(False)\n",
    "\n",
    "        # 显示图片\n",
    "        plt.imshow(images[i])\n",
    "        # 显示标签\n",
    "        plt.xlabel(class_names[labels[i]-1])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# 三、构建模型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在这次训练的过程中我发现一个有趣的现象：当我使用复杂的网络时，训练效果不是很理想；当采用相对简单的网络时，效果反而还不错。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [],
   "source": [
    "from tensorflow.keras import layers, models, Input\n",
    "from tensorflow.keras.models import Model\n",
    "from tensorflow.keras.layers import Conv2D, MaxPooling2D, Dense, Flatten, Dropout,BatchNormalization,Activation\n",
    "\n",
    "# Load pre-trained model\n",
    "base_model = keras.applications.ResNet50(weights='imagenet', include_top=False, input_shape=(img_width,img_height,3))\n",
    "\n",
    "for layer in base_model.layers:\n",
    "    layer.trainable = True\n",
    "    \n",
    "# Add layers at the end\n",
    "X = base_model.output\n",
    "X = Flatten()(X)\n",
    "\n",
    "X = Dense(512, kernel_initializer='he_uniform')(X)\n",
    "#X = Dropout(0.5)(X)\n",
    "X = BatchNormalization()(X)\n",
    "X = Activation('relu')(X)\n",
    "\n",
    "X = Dense(16, kernel_initializer='he_uniform')(X)\n",
    "#X = Dropout(0.5)(X)\n",
    "X = BatchNormalization()(X)\n",
    "X = Activation('relu')(X)\n",
    "\n",
    "output = Dense(len(class_names), activation='softmax')(X)\n",
    "\n",
    "model = Model(inputs=base_model.input, outputs=output)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 四、编译"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "optimizer = tf.keras.optimizers.Adam(lr=1e-4)\n",
    "\n",
    "model.compile(optimizer=optimizer,\n",
    "                loss='sparse_categorical_crossentropy',\n",
    "                metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 五、训练模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.callbacks import ModelCheckpoint, Callback, EarlyStopping, ReduceLROnPlateau, LearningRateScheduler\n",
    "\n",
    "NO_EPOCHS = 15\n",
    "PATIENCE  = 5\n",
    "VERBOSE   = 1\n",
    "\n",
    "# 设置动态学习率\n",
    "# annealer = LearningRateScheduler(lambda x: 1e-3 * 0.99 ** (x+NO_EPOCHS))\n",
    "\n",
    "# 设置早停\n",
    "earlystopper = EarlyStopping(monitor='loss', patience=PATIENCE, verbose=VERBOSE)\n",
    "\n",
    "# \n",
    "checkpointer = ModelCheckpoint('best_model.h5',\n",
    "                                monitor='val_accuracy',\n",
    "                                verbose=VERBOSE,\n",
    "                                save_best_only=True,\n",
    "                                save_weights_only=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/15\n",
      "189/189 [==============================] - 27s 106ms/step - loss: 1.4843 - accuracy: 0.6120 - val_loss: 5.0845 - val_accuracy: 0.0993\n",
      "\n",
      "Epoch 00001: val_accuracy improved from -inf to 0.09934, saving model to best_model.h5\n",
      "Epoch 2/15\n",
      "189/189 [==============================] - 17s 91ms/step - loss: 0.8991 - accuracy: 0.9239 - val_loss: 2.6411 - val_accuracy: 0.0609\n",
      "\n",
      "Epoch 00002: val_accuracy did not improve from 0.09934\n",
      "Epoch 3/15\n",
      "189/189 [==============================] - 17s 91ms/step - loss: 0.6931 - accuracy: 0.9811 - val_loss: 2.3857 - val_accuracy: 0.1126\n",
      "\n",
      "Epoch 00003: val_accuracy improved from 0.09934 to 0.11258, saving model to best_model.h5\n",
      "Epoch 4/15\n",
      "189/189 [==============================] - 17s 90ms/step - loss: 0.5785 - accuracy: 0.9894 - val_loss: 2.0525 - val_accuracy: 0.3682\n",
      "\n",
      "Epoch 00004: val_accuracy improved from 0.11258 to 0.36821, saving model to best_model.h5\n",
      "Epoch 5/15\n",
      "189/189 [==============================] - 17s 91ms/step - loss: 0.4948 - accuracy: 0.9937 - val_loss: 1.5288 - val_accuracy: 0.6093\n",
      "\n",
      "Epoch 00005: val_accuracy improved from 0.36821 to 0.60927, saving model to best_model.h5\n",
      "Epoch 6/15\n",
      "189/189 [==============================] - 17s 91ms/step - loss: 0.4272 - accuracy: 0.9947 - val_loss: 0.9600 - val_accuracy: 0.8093\n",
      "\n",
      "Epoch 00006: val_accuracy improved from 0.60927 to 0.80927, saving model to best_model.h5\n",
      "Epoch 7/15\n",
      "189/189 [==============================] - 17s 91ms/step - loss: 0.3719 - accuracy: 0.9944 - val_loss: 0.8053 - val_accuracy: 0.8450\n",
      "\n",
      "Epoch 00007: val_accuracy improved from 0.80927 to 0.84503, saving model to best_model.h5\n",
      "Epoch 8/15\n",
      "189/189 [==============================] - 17s 92ms/step - loss: 0.3250 - accuracy: 0.9940 - val_loss: 0.7707 - val_accuracy: 0.8437\n",
      "\n",
      "Epoch 00008: val_accuracy did not improve from 0.84503\n",
      "Epoch 9/15\n",
      "189/189 [==============================] - 17s 90ms/step - loss: 0.2843 - accuracy: 0.9957 - val_loss: 0.7272 - val_accuracy: 0.8477\n",
      "\n",
      "Epoch 00009: val_accuracy improved from 0.84503 to 0.84768, saving model to best_model.h5\n",
      "Epoch 10/15\n",
      "189/189 [==============================] - 17s 90ms/step - loss: 0.2495 - accuracy: 0.9960 - val_loss: 0.6777 - val_accuracy: 0.8477\n",
      "\n",
      "Epoch 00010: val_accuracy did not improve from 0.84768\n",
      "Epoch 11/15\n",
      "189/189 [==============================] - 17s 91ms/step - loss: 0.2198 - accuracy: 0.9960 - val_loss: 0.6555 - val_accuracy: 0.8543\n",
      "\n",
      "Epoch 00011: val_accuracy improved from 0.84768 to 0.85430, saving model to best_model.h5\n",
      "Epoch 12/15\n",
      "189/189 [==============================] - 17s 90ms/step - loss: 0.1947 - accuracy: 0.9964 - val_loss: 0.6447 - val_accuracy: 0.8490\n",
      "\n",
      "Epoch 00012: val_accuracy did not improve from 0.85430\n",
      "Epoch 13/15\n",
      "189/189 [==============================] - 17s 92ms/step - loss: 0.1723 - accuracy: 0.9964 - val_loss: 0.6067 - val_accuracy: 0.8543\n",
      "\n",
      "Epoch 00013: val_accuracy did not improve from 0.85430\n",
      "Epoch 14/15\n",
      "189/189 [==============================] - 17s 90ms/step - loss: 0.1532 - accuracy: 0.9964 - val_loss: 0.5886 - val_accuracy: 0.8530\n",
      "\n",
      "Epoch 00014: val_accuracy did not improve from 0.85430\n",
      "Epoch 15/15\n",
      "189/189 [==============================] - 17s 90ms/step - loss: 0.1364 - accuracy: 0.9964 - val_loss: 0.5761 - val_accuracy: 0.8490\n",
      "\n",
      "Epoch 00015: val_accuracy did not improve from 0.85430\n"
     ]
    }
   ],
   "source": [
    "train_model  = model.fit(train_ds,\n",
    "                  epochs=NO_EPOCHS,\n",
    "                  verbose=1,\n",
    "                  validation_data=val_ds,\n",
    "                  callbacks=[earlystopper, checkpointer])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 六、评估模型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## 1. Accuracy与Loss图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "acc = train_model.history['accuracy']\n",
    "val_acc = train_model.history['val_accuracy']\n",
    "\n",
    "loss = train_model.history['loss']\n",
    "val_loss = train_model.history['val_loss']\n",
    "\n",
    "epochs_range = range(len(acc))\n",
    "\n",
    "plt.figure(figsize=(12, 4))\n",
    "plt.subplot(1, 2, 1)\n",
    "\n",
    "plt.plot(epochs_range, acc, label='Training Accuracy')\n",
    "plt.plot(epochs_range, val_acc, label='Validation Accuracy')\n",
    "plt.legend(loc='lower right')\n",
    "plt.title('Training and Validation Accuracy')\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(epochs_range, loss, label='Training Loss')\n",
    "plt.plot(epochs_range, val_loss, label='Validation Loss')\n",
    "plt.legend(loc='upper right')\n",
    "plt.title('Training and Validation Loss')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. 混淆矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "\n",
    "# 定义一个绘制混淆矩阵图的函数\n",
    "def plot_cm(labels, predictions):\n",
    "    \n",
    "    # 生成混淆矩阵\n",
    "    conf_numpy = confusion_matrix(labels, predictions)\n",
    "    # 将矩阵转化为 DataFrame\n",
    "    conf_df = pd.DataFrame(conf_numpy, index=class_names ,columns=class_names)  \n",
    "    \n",
    "    plt.figure(figsize=(8,7))\n",
    "    \n",
    "    sns.heatmap(conf_df, annot=True, fmt=\"d\", cmap=\"BuPu\")\n",
    "    \n",
    "    plt.title('混淆矩阵',fontsize=15)\n",
    "    plt.ylabel('真实值',fontsize=14)\n",
    "    plt.xlabel('预测值',fontsize=14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "val_pre   = []\n",
    "val_label = []\n",
    "\n",
    "for images, labels in val_ds:#这里可以取部分验证数据（.take(1)）生成混淆矩阵\n",
    "    for image, label in zip(images, labels):\n",
    "        # 需要给图片增加一个维度\n",
    "        img_array = tf.expand_dims(image, 0) \n",
    "        # 使用模型预测图片中的人物\n",
    "        prediction = model.predict(img_array)\n",
    "\n",
    "        val_pre.append(class_names[np.argmax(prediction)])\n",
    "        val_label.append(class_names[label])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_cm(val_label, val_pre)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. 各项指标评估"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   precision    recall  f1-score   support\n",
      "\n",
      "    Alfred_Sisley       0.76      0.98      0.86        53\n",
      "      Edgar_Degas       0.89      0.94      0.92       132\n",
      "   Francisco_Goya       0.89      0.69      0.77        70\n",
      "     Marc_Chagall       0.85      0.94      0.89        48\n",
      "    Pablo_Picasso       0.89      0.74      0.81        90\n",
      "     Paul_Gauguin       0.94      0.84      0.89        57\n",
      "Peter_Paul_Rubens       0.71      0.86      0.78        29\n",
      "        Rembrandt       0.66      0.92      0.77        48\n",
      "           Titian       0.90      0.72      0.80        65\n",
      " Vincent_van_Gogh       0.88      0.87      0.87       163\n",
      "\n",
      "         accuracy                           0.85       755\n",
      "        macro avg       0.84      0.85      0.84       755\n",
      "     weighted avg       0.86      0.85      0.85       755\n",
      "\n",
      "Loss function: 0.5761227011680603, accuracy: 0.8490065932273865\n"
     ]
    }
   ],
   "source": [
    "from sklearn import metrics\n",
    "\n",
    "def test_accuracy_report(model):\n",
    "    print(metrics.classification_report(val_label, val_pre, target_names=class_names)) \n",
    "    score = model.evaluate(val_ds, verbose=0)\n",
    "    print('Loss function: %s, accuracy:' % score[0], score[1])\n",
    "    \n",
    "test_accuracy_report(model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**如果你需要定制 `准确率更高` 的模型可以联系我（你可以在主页找到我的联系方式）**"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8rc1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
